Profile Report

Dataset statistics

Number of variables	12
Number of observations	253
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	23.8 KiB
Average record size in memory	96.5 B

Variable types

Numeric	12

Warnings

`target_home_price` is highly correlated with `population` and 3 other fields	High correlation
`population` is highly correlated with `target_home_price` and 5 other fields	High correlation
`monthly_supply_houses` is highly correlated with `new_permits_thousands` and 2 other fields	High correlation
`new_permits_thousands` is highly correlated with `monthly_supply_houses` and 5 other fields	High correlation
`mortgage_rate` is highly correlated with `target_home_price` and 5 other fields	High correlation
`gdp_monthly` is highly correlated with `employment_percentage`	High correlation
`hcai` is highly correlated with `population` and 5 other fields	High correlation
`employment_percentage` is highly correlated with `population` and 7 other fields	High correlation
`ppi_const_goods` is highly correlated with `target_home_price` and 6 other fields	High correlation
`cci_real_estate` is highly correlated with `monthly_supply_houses` and 3 other fields	High correlation
`deliquency_rate` is highly correlated with `monthly_supply_houses` and 3 other fields	High correlation
`m3_trillion` is highly correlated with `target_home_price` and 4 other fields	High correlation
`target_home_price` is highly correlated with `population` and 4 other fields	High correlation
`population` is highly correlated with `target_home_price` and 5 other fields	High correlation
`monthly_supply_houses` is highly correlated with `new_permits_thousands`	High correlation
`new_permits_thousands` is highly correlated with `monthly_supply_houses` and 4 other fields	High correlation
`mortgage_rate` is highly correlated with `target_home_price` and 5 other fields	High correlation
`hcai` is highly correlated with `population` and 5 other fields	High correlation
`employment_percentage` is highly correlated with `population` and 6 other fields	High correlation
`ppi_const_goods` is highly correlated with `target_home_price` and 5 other fields	High correlation
`cci_real_estate` is highly correlated with `new_permits_thousands` and 2 other fields	High correlation
`deliquency_rate` is highly correlated with `target_home_price` and 2 other fields	High correlation
`m3_trillion` is highly correlated with `target_home_price` and 5 other fields	High correlation
`target_home_price` is highly correlated with `population` and 2 other fields	High correlation
`population` is highly correlated with `target_home_price` and 4 other fields	High correlation
`new_permits_thousands` is highly correlated with `employment_percentage`	High correlation
`mortgage_rate` is highly correlated with `population` and 3 other fields	High correlation
`hcai` is highly correlated with `population` and 3 other fields	High correlation
`employment_percentage` is highly correlated with `new_permits_thousands`	High correlation
`ppi_const_goods` is highly correlated with `target_home_price` and 4 other fields	High correlation
`cci_real_estate` is highly correlated with `deliquency_rate`	High correlation
`deliquency_rate` is highly correlated with `cci_real_estate`	High correlation
`m3_trillion` is highly correlated with `target_home_price` and 4 other fields	High correlation
`new_permits_thousands` is highly correlated with `hcai` and 10 other fields	High correlation
`hcai` is highly correlated with `new_permits_thousands` and 10 other fields	High correlation
`target_home_price` is highly correlated with `new_permits_thousands` and 10 other fields	High correlation
`mortgage_rate` is highly correlated with `new_permits_thousands` and 10 other fields	High correlation
`gdp_monthly` is highly correlated with `new_permits_thousands` and 8 other fields	High correlation
`cci_real_estate` is highly correlated with `new_permits_thousands` and 10 other fields	High correlation
`ppi_const_goods` is highly correlated with `new_permits_thousands` and 10 other fields	High correlation
`monthly_supply_houses` is highly correlated with `new_permits_thousands` and 8 other fields	High correlation
`employment_percentage` is highly correlated with `new_permits_thousands` and 9 other fields	High correlation
`deliquency_rate` is highly correlated with `new_permits_thousands` and 9 other fields	High correlation
`population` is highly correlated with `new_permits_thousands` and 10 other fields	High correlation
`m3_trillion` is highly correlated with `new_permits_thousands` and 10 other fields	High correlation
`target_home_price` has unique values	Unique
`population` has unique values	Unique
`m3_trillion` has unique values	Unique

Reproduction

Analysis started	2021-09-09 12:56:42.219893
Analysis finished	2021-09-09 12:57:08.556253
Duration	26.34 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

target_home_price
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	253
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	161.9776917

Minimum	100.552
Maximum	238.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	100.552
5-th percentile	110.239
Q1	140.358
median	161.991
Q3	183.068
95-th percentile	213.7768
Maximum	238.53
Range	137.978
Interquartile range (IQR)	42.71

Descriptive statistics

Standard deviation	30.99211294
Coefficient of variation (CV)	0.1913356871
Kurtosis	-0.5554807135
Mean	161.9776917
Median Absolute Deviation (MAD)	21.21
Skewness	0.1097233212
Sum	40980.356
Variance	960.5110645
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
118.687	1	0.4%
138.669	1	0.4%
148.088	1	0.4%
229.442	1	0.4%
206.199	1	0.4%
136.674	1	0.4%
180.895	1	0.4%
195.881	1	0.4%
174.442	1	0.4%
213.37	1	0.4%
Other values (243)	243	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
100.552	1	0.4%
101.339	1	0.4%
102.127	1	0.4%
102.922	1	0.4%
103.677	1	0.4%
104.424	1	0.4%
105.054	1	0.4%
105.768	1	0.4%
106.537	1	0.4%
107.381	1	0.4%

Value	Count	Frequency (%)
238.53	1	0.4%
235.583	1	0.4%
232.656	1	0.4%
229.442	1	0.4%
225.954	1	0.4%
222.735	1	0.4%
219.899	1	0.4%
218.356	1	0.4%
217.81	1	0.4%
217.554	1	0.4%

population
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	253
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	308360.8854

Minimum	281083
Maximum	330968
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	281083
5-th percentile	284083.6
Q1	295359
median	309847
Q3	321641
95-th percentile	329357.6
Maximum	330968
Range	49885
Interquartile range (IQR)	26282

Descriptive statistics

Standard deviation	14854.48623
Coefficient of variation (CV)	0.04817240752
Kurtosis	-1.217562997
Mean	308360.8854
Median Absolute Deviation (MAD)	12990
Skewness	-0.1880530206
Sum	78015304
Variance	220655761.3
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
284166	1	0.4%
314272	1	0.4%
286533	1	0.4%
289606	1	0.4%
327005	1	0.4%
318284	1	0.4%
314703	1	0.4%
324944	1	0.4%
287571	1	0.4%
324052	1	0.4%
Other values (243)	243	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
281083	1	0.4%
281299	1	0.4%
281531	1	0.4%
281763	1	0.4%
281996	1	0.4%
282247	1	0.4%
282504	1	0.4%
282769	1	0.4%
283033	1	0.4%
283285	1	0.4%

Value	Count	Frequency (%)
330968	1	0.4%
330924	1	0.4%
330829	1	0.4%
330692	1	0.4%
330535	1	0.4%
330368	1	0.4%
330199	1	0.4%
330038	1	0.4%
329894	1	0.4%
329760	1	0.4%

monthly_supply_houses
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	63
Distinct (%)	24.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.759288538

Minimum	3.5
Maximum	12.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	3.5
5-th percentile	3.8
Q1	4.3
median	5.3
Q3	6.6
95-th percentile	10.38
Maximum	12.2
Range	8.7
Interquartile range (IQR)	2.3

Descriptive statistics

Standard deviation	1.917019297
Coefficient of variation (CV)	0.3328569639
Kurtosis	1.155662563
Mean	5.759288538
Median Absolute Deviation (MAD)	1.1
Skewness	1.296603831
Sum	1457.1
Variance	3.674962984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	14	5.5%
5.3	13	5.1%
5.5	12	4.7%
4.1	11	4.3%
4.3	11	4.3%
4.2	9	3.6%
5.2	9	3.6%
3.8	8	3.2%
4.5	8	3.2%
4.9	7	2.8%
Other values (53)	151	59.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.5	5	2.0%
3.6	5	2.0%
3.7	2	0.8%
3.8	8	3.2%
3.9	5	2.0%
4	14	5.5%
4.1	11	4.3%
4.2	9	3.6%
4.3	11	4.3%
4.4	7	2.8%

Value	Count	Frequency (%)
12.2	1	0.4%
11.6	1	0.4%
11.4	1	0.4%
11.3	1	0.4%
11.2	1	0.4%
11	1	0.4%
10.9	1	0.4%
10.7	3	1.2%
10.5	3	1.2%
10.3	1	0.4%

new_permits_thousands
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	232
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1324.134387

Minimum	513
Maximum	2263
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	513
5-th percentile	579.6
Q1	1003
median	1302
Q3	1665
95-th percentile	2115.6
Maximum	2263
Range	1750
Interquartile range (IQR)	662

Descriptive statistics

Standard deviation	470.4093853
Coefficient of variation (CV)	0.3552580386
Kurtosis	-0.8987729005
Mean	1324.134387
Median Absolute Deviation (MAD)	349
Skewness	0.0551663
Sum	335006
Variance	221284.9898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1094	3	1.2%
1598	2	0.8%
1665	2	0.8%
558	2	0.8%
1626	2	0.8%
583	2	0.8%
1570	2	0.8%
1803	2	0.8%
1407	2	0.8%
1509	2	0.8%
Other values (222)	232	91.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
513	1	0.4%
521	1	0.4%
542	1	0.4%
545	1	0.4%
554	1	0.4%
556	1	0.4%
558	2	0.8%
560	1	0.4%
563	1	0.4%
575	1	0.4%

Value	Count	Frequency (%)
2263	1	0.4%
2219	1	0.4%
2218	1	0.4%
2212	1	0.4%
2203	1	0.4%
2178	1	0.4%
2170	1	0.4%
2150	2	0.8%
2141	1	0.4%
2139	1	0.4%

mortgage_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	185
Distinct (%)	73.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.241976285

Minimum	3.31
Maximum	8.62
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	3.31
5-th percentile	3.542
Q1	4.1
median	5.03
Q3	6.22
95-th percentile	7.336
Maximum	8.62
Range	5.31
Interquartile range (IQR)	2.12

Descriptive statistics

Standard deviation	1.277572431
Coefficient of variation (CV)	0.243719613
Kurtosis	-0.7238293722
Mean	5.241976285
Median Absolute Deviation (MAD)	1.07
Skewness	0.4296252935
Sum	1326.22
Variance	1.632191317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.92	4	1.6%
4.32	4	1.6%
3.88	4	1.6%
6.22	3	1.2%
6.32	3	1.2%
3.66	3	1.2%
5.98	3	1.2%
4.12	3	1.2%
6.26	3	1.2%
5.85	3	1.2%
Other values (175)	220	87.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.31	1	0.4%
3.37	1	0.4%
3.38	1	0.4%
3.4	1	0.4%
3.41	1	0.4%
3.42	1	0.4%
3.43	2	0.8%
3.48	3	1.2%
3.52	1	0.4%
3.53	1	0.4%

Value	Count	Frequency (%)
8.62	1	0.4%
8.27	1	0.4%
8.25	1	0.4%
8.23	1	0.4%
8.21	1	0.4%
8.15	1	0.4%
8.14	1	0.4%
8.13	1	0.4%
7.96	1	0.4%
7.88	1	0.4%

gdp_monthly
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	243
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.84720949

Minimum	90.834
Maximum	101.814
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	90.834
5-th percentile	97.8752
Q1	99.614
median	100.012
Q3	100.535
95-th percentile	101.6372
Maximum	101.814
Range	10.98
Interquartile range (IQR)	0.921

Descriptive statistics

Standard deviation	1.437940124
Coefficient of variation (CV)	0.01440140522
Kurtosis	11.83887897
Mean	99.84720949
Median Absolute Deviation (MAD)	0.449
Skewness	-2.706682987
Sum	25261.344
Variance	2.067671801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99.995	3	1.2%
100.015	2	0.8%
99.651	2	0.8%
99.927	2	0.8%
99.955	2	0.8%
99.957	2	0.8%
99.959	2	0.8%
99.62	2	0.8%
100.049	2	0.8%
101.558	1	0.4%
Other values (233)	233	92.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
90.834	1	0.4%
92.381	1	0.4%
92.504	1	0.4%
94.165	1	0.4%
95.322	1	0.4%
95.811	1	0.4%
95.949	1	0.4%
96.081	1	0.4%
96.21	1	0.4%
96.451	1	0.4%

Value	Count	Frequency (%)
101.814	1	0.4%
101.803	1	0.4%
101.797	1	0.4%
101.765	1	0.4%
101.764	1	0.4%
101.732	1	0.4%
101.731	1	0.4%
101.723	1	0.4%
101.704	1	0.4%
101.7	1	0.4%

hcai
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	85
Distinct (%)	33.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.829371542

Minimum	2.293
Maximum	21.774
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	2.293
5-th percentile	2.342
Q1	2.614
median	5.199
Q3	16.048
95-th percentile	21.088
Maximum	21.774
Range	19.481
Interquartile range (IQR)	13.434

Descriptive statistics

Standard deviation	7.06195348
Coefficient of variation (CV)	0.799825157
Kurtosis	-1.354237668
Mean	8.829371542
Median Absolute Deviation (MAD)	2.767
Skewness	0.5977622705
Sum	2233.831
Variance	49.87118695
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.314	3	1.2%
3.613	3	1.2%
4.65	3	1.2%
2.791	3	1.2%
15.739	3	1.2%
18.715	3	1.2%
3.208	3	1.2%
21.774	3	1.2%
19.95	3	1.2%
2.342	3	1.2%
Other values (75)	223	88.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.293	3	1.2%
2.314	3	1.2%
2.328	3	1.2%
2.335	3	1.2%
2.342	3	1.2%
2.357	3	1.2%
2.375	3	1.2%
2.409	3	1.2%
2.422	3	1.2%
2.432	3	1.2%

Value	Count	Frequency (%)
21.774	3	1.2%
21.437	3	1.2%
21.362	3	1.2%
21.321	3	1.2%
21.088	3	1.2%
20.327	3	1.2%
20.181	3	1.2%
20.09	3	1.2%
19.95	3	1.2%
19.687	3	1.2%

employment_percentage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	251
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.9176166

Minimum	60.29
Maximum	74.505
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	60.29
5-th percentile	66.6098
Q1	67.812
median	70.581
Q3	71.67
95-th percentile	73.869
Maximum	74.505
Range	14.215
Interquartile range (IQR)	3.858

Descriptive statistics

Standard deviation	2.358978719
Coefficient of variation (CV)	0.03373940408
Kurtosis	0.1588556446
Mean	69.9176166
Median Absolute Deviation (MAD)	1.469
Skewness	-0.4553236566
Sum	17689.157
Variance	5.564780594
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.684	2	0.8%
71.419	2	0.8%
66.596	1	0.4%
69.92	1	0.4%
71.884	1	0.4%
71.198	1	0.4%
67.429	1	0.4%
72.173	1	0.4%
66.959	1	0.4%
71.258	1	0.4%
Other values (241)	241	95.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
60.29	1	0.4%
62.215	1	0.4%
64.753	1	0.4%
65.377	1	0.4%
66.385	1	0.4%
66.416	1	0.4%
66.426	1	0.4%
66.449	1	0.4%
66.459	1	0.4%
66.51	1	0.4%

Value	Count	Frequency (%)
74.505	1	0.4%
74.27	1	0.4%
74.248	1	0.4%
74.227	1	0.4%
74.212	1	0.4%
74.103	1	0.4%
74.089	1	0.4%
73.961	1	0.4%
73.926	1	0.4%
73.901	1	0.4%

ppi_const_goods
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	201
Distinct (%)	79.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188.0814229

Minimum	140.1
Maximum	240.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	140.1
5-th percentile	141.1
Q1	160.7
median	192.2
Q3	211.6
95-th percentile	230.12
Maximum	240.6
Range	100.5
Interquartile range (IQR)	50.9

Descriptive statistics

Standard deviation	30.0545247
Coefficient of variation (CV)	0.1597952857
Kurtosis	-1.233395819
Mean	188.0814229
Median Absolute Deviation (MAD)	21.2
Skewness	-0.3128385544
Sum	47584.6
Variance	903.2744551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
142.4	7	2.8%
141.3	4	1.6%
211	3	1.2%
141	3	1.2%
140.3	3	1.2%
141.1	3	1.2%
184.4	3	1.2%
211.7	3	1.2%
177.5	2	0.8%
211.4	2	0.8%
Other values (191)	220	87.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
140.1	1	0.4%
140.3	3	1.2%
140.6	1	0.4%
140.8	2	0.8%
140.9	2	0.8%
141	3	1.2%
141.1	3	1.2%
141.2	2	0.8%
141.3	4	1.6%
141.4	2	0.8%

Value	Count	Frequency (%)
240.6	1	0.4%
234.3	1	0.4%
232.5	1	0.4%
232.1	2	0.8%
231.9	1	0.4%
231.8	1	0.4%
231.7	1	0.4%
231.3	1	0.4%
231.2	1	0.4%
230.9	1	0.4%

cci_real_estate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	246
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.83890119

Minimum	96.16
Maximum	103.151
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	96.16
5-th percentile	96.8284
Q1	98.627
median	100.176
Q3	101.039
95-th percentile	101.724
Maximum	103.151
Range	6.991
Interquartile range (IQR)	2.412

Descriptive statistics

Standard deviation	1.596925586
Coefficient of variation (CV)	0.01599502365
Kurtosis	-0.4077544397
Mean	99.83890119
Median Absolute Deviation (MAD)	1.051
Skewness	-0.4169900836
Sum	25259.242
Variance	2.550171327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98.621	2	0.8%
101.227	2	0.8%
101.454	2	0.8%
100.942	2	0.8%
101.175	2	0.8%
100.924	2	0.8%
100.435	2	0.8%
98.473	1	0.4%
100.171	1	0.4%
97.512	1	0.4%
Other values (236)	236	93.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
96.16	1	0.4%
96.182	1	0.4%
96.19	1	0.4%
96.191	1	0.4%
96.258	1	0.4%
96.274	1	0.4%
96.335	1	0.4%
96.392	1	0.4%
96.411	1	0.4%
96.485	1	0.4%

Value	Count	Frequency (%)
103.151	1	0.4%
103.091	1	0.4%
103.059	1	0.4%
103.038	1	0.4%
103.009	1	0.4%
102.896	1	0.4%
102.858	1	0.4%
102.818	1	0.4%
102.761	1	0.4%
102.637	1	0.4%

deliquency_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	77
Distinct (%)	30.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.59229249

Minimum	0.68
Maximum	8.92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0.68
5-th percentile	0.7
Q1	1.02
median	1.51
Q3	3.28
95-th percentile	8.44
Maximum	8.92
Range	8.24
Interquartile range (IQR)	2.26

Descriptive statistics

Standard deviation	2.406875791
Coefficient of variation (CV)	0.9284738509
Kurtosis	0.8090266698
Mean	2.59229249
Median Absolute Deviation (MAD)	0.58
Skewness	1.469235907
Sum	655.85
Variance	5.793051073
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.68	9	3.6%
0.7	9	3.6%
1.11	6	2.4%
0.77	6	2.4%
1.02	6	2.4%
1.63	6	2.4%
8.92	3	1.2%
8.51	3	1.2%
1.05	3	1.2%
1.15	3	1.2%
Other values (67)	199	78.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.68	9	3.6%
0.7	9	3.6%
0.72	3	1.2%
0.74	3	1.2%
0.75	3	1.2%
0.77	6	2.4%
0.78	3	1.2%
0.82	3	1.2%
0.86	3	1.2%
0.87	3	1.2%

Value	Count	Frequency (%)
8.92	3	1.2%
8.76	3	1.2%
8.58	3	1.2%
8.51	3	1.2%
8.44	3	1.2%
8.03	3	1.2%
7.85	3	1.2%
7.51	3	1.2%
7.09	3	1.2%
6.7	3	1.2%

m3_trillion
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	253
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.56049249

Minimum	4.6669
Maximum	19.3965
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	4.6669
5-th percentile	4.99878
Q1	6.4557
median	8.6194
Q3	12.1965
95-th percentile	15.36146
Maximum	19.3965
Range	14.7296
Interquartile range (IQR)	5.7408

Descriptive statistics

Standard deviation	3.594104146
Coefficient of variation (CV)	0.37593295
Kurtosis	-0.4043390599
Mean	9.56049249
Median Absolute Deviation (MAD)	2.5558
Skewness	0.6419186861
Sum	2418.8046
Variance	12.91758461
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.5048	1	0.4%
13.9751	1	0.4%
13.2953	1	0.4%
5.3482	1	0.4%
7.2775	1	0.4%
8.4715	1	0.4%
5.3368	1	0.4%
9.7935	1	0.4%
9.9387	1	0.4%
19.3965	1	0.4%
Other values (243)	243	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.6669	1	0.4%
4.6801	1	0.4%
4.7108	1	0.4%
4.7546	1	0.4%
4.7668	1	0.4%
4.7724	1	0.4%
4.79	1	0.4%
4.8181	1	0.4%
4.8538	1	0.4%
4.8697	1	0.4%

Value	Count	Frequency (%)
19.3965	1	0.4%
19.1314	1	0.4%
18.9602	1	0.4%
18.7511	1	0.4%
18.605	1	0.4%
18.3818	1	0.4%
18.32	1	0.4%
18.1796	1	0.4%
17.893	1	0.4%
17.0429	1	0.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	target_home_price	population	monthly_supply_houses	new_permits_thousands	mortgage_rate	gdp_monthly	hcai	employment_percentage	ppi_const_goods	cci_real_estate	deliquency_rate	m3_trillion
0	100.552	281083	4.3	1727	8.15	101.488	17.087	74.248	142.4	103.091	1.48	4.6669
1	101.339	281299	4.3	1692	8.25	101.547	17.087	74.270	142.7	103.151	1.48	4.6801
2	102.127	281531	4.3	1651	8.27	101.620	17.087	74.227	143.2	103.059	1.48	4.7108
3	102.922	281763	4.4	1597	8.23	101.690	16.594	74.505	143.2	103.038	1.44	4.7668
4	103.677	281996	4.4	1543	8.13	101.731	16.594	74.089	142.2	103.009	1.44	4.7546
5	104.424	282247	4.8	1572	8.62	101.723	16.594	74.212	142.4	102.896	1.44	4.7724
6	105.054	282504	4.1	1542	8.14	101.670	15.357	73.837	141.9	102.858	1.47	4.7900
7	105.768	282769	4.4	1552	8.21	101.583	15.357	73.885	141.2	102.818	1.47	4.8181
8	106.537	283033	4.0	1570	7.96	101.472	15.357	73.872	141.3	102.761	1.47	4.8538
9	107.381	283285	4.0	1577	7.88	101.340	15.779	73.891	141.1	102.637	1.52	4.8697

Last rows

	target_home_price	population	monthly_supply_houses	new_permits_thousands	mortgage_rate	gdp_monthly	hcai	employment_percentage	ppi_const_goods	cci_real_estate	deliquency_rate	m3_trillion
243	217.554	329760	6.6	1094	4.51	92.381	2.851	60.290	215.2	98.887	0.93	17.0429
244	217.810	329894	5.3	1246	4.65	90.834	2.851	62.215	216.5	98.325	0.93	17.8930
245	218.356	330038	4.3	1296	4.85	92.504	2.851	64.753	221.2	98.269	0.93	18.1796
246	219.899	330199	3.6	1542	4.94	94.165	2.688	65.377	225.3	98.289	1.00	18.3200
247	222.735	330368	3.5	1522	4.63	95.811	2.688	66.831	228.9	98.516	1.00	18.3818
248	225.954	330535	3.5	1589	4.45	95.949	2.688	66.959	231.9	98.867	1.00	18.6050
249	229.442	330692	3.5	1595	4.41	96.081	2.744	67.837	231.8	99.034	1.13	18.7511
250	232.656	330829	4.0	1696	4.41	96.210	2.744	67.879	230.7	98.986	1.13	18.9602
251	235.583	330924	3.8	1758	4.08	96.451	2.744	68.025	234.3	98.989	1.13	19.1314
252	238.530	330968	3.6	1883	4.14	96.692	2.800	68.202	240.6	98.994	1.01	19.3965

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows